基于分布式梯度投影的居民区电动汽车均衡充电策略OA
Equilibrium charging strategy for electric vehicles in residential areas based on distributed gradient projection
居民充电负荷管理是抑制大规模电动汽车对电网不利影响的重要举措,但集中式管理对用户隐私不利,分时电价下用户的自主响应易引发新的负荷高峰.首先,在居民小区引入动态电价机制,构建聚合博弈模型,引导用户自发调整充电行为,规避峰谷倒置.然后,提出分布式梯度投影算法实现聚合博弈纳什均衡的快速求解,充分保护车主隐私.最后,基于中国南方某居民小区用电数据开展仿真分析.结果表明:所提方法可有效平抑电动汽车充电引发的尖峰负荷,效果随电动汽车数量增加而提升;相比于分时电价机制,可有效避免新的负荷高峰产生,满足电动汽车不断增长下的充电负荷管理要求.
Residential charging load management is a key means to mitigate the adverse impacts of large-scale electric vehicle(EV)integration on the power grid.However,centralized management compromises users'privacy,and the autonomous response of users under time-of-use electricity prices tends to induce new load peaks.Firstly,a dynamic electricity pricing mechanism is introduced in residential communities,and an aggregative game model is constructed to guide users to spontaneously adjust their charging behaviors and avoid peak-valley reversal.Then,a distributed gradient projection algorithm is proposed to rapidly achieve the Nash equilibrium of the aggregate game,which fully protects the privacy of vehicle owners.Finally,simulation analysis is carried out based on the electricity consumption data of a residential community in southern China.The results show that the proposed method can effectively smooth the peak load caused by EV charging,and the effect is enhanced with the increase in the number of EVs.Compared with the time-of-use pricing mechanism,it can effectively avoid the emergence of new load peaks and meet the requirements of charging load management under the growing penetration of electric vehicles.
曹望璋;陆泳昊;靳丰源;阳浩;金鑫;王宗义;赵勃扬
南方电网科学研究院有限责任公司,广东 广州 510640西安交通大学 电气工程学院,陕西 西安 710049西安交通大学 电气工程学院,陕西 西安 710049南方电网有限责任公司,广东 广州 510623南方电网科学研究院有限责任公司,广东 广州 510640南方电网科学研究院有限责任公司,广东 广州 510640西安交通大学 电气工程学院,陕西 西安 710049
电动汽车需求响应聚合博弈纳什均衡动态电价
electric vehiclesdemand responseaggregative gameNash equilibriumdynamic price
《中国电力》 2026 (4)
140-149,10
This work is supported by National Natural Science Foundation of China(Theory on User Equilibrium Analysis and Regulation in Large-Scale Demand Response for Further Electrification Revolution,No.52177113),Science and Technology Project of China Southern Power Grid Co.,Ltd.(No.ZBKJXM20232273). 国家自然科学基金资助项目(面向再电气化的大规模可控负荷均衡分析与调控理论研究,52177113)中国南方电网有限责任公司科技项目(ZBKJXM20232273).
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